Developmental Cognitive NeuroscienceNeurosciencePeer-reviewed journal article
A Subset of Cortical Areas Exhibit Adult-like Functional Network Patterns in Early Childhood
Jiaxin Cindy TuiD, Yu Wang, Xintian Wang, Donna L. DierkeriD, Chloe M. Sobolewski, Trevor K. M. DayiD, Omid KardaniD, Óscar Miranda-DomíngueziD, Lucille A. MooreiD, Eric FeczkoiD, Damien A. FairiD, Jed T. ElisoniD, Evan M. GordoniD, Timothy O. LaumanniD, Adam T. EggebrechtiD, Muriah D. WheelockiD
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Abstract
The human cerebral cortex contains groups of areas that support sensory, motor, cognitive, and affective functions, often categorized into functional networks. These networks show stronger internal and weaker external functional connectivity (FC), with FC profiles more similar within the same network. Previous studies have shown these networks develop from nascent forms before birth to their mature, adult-like structures in childhood. However, these analyses often rely on adult functional network definitions. This study assesses the potential misidentification of infant functional networks when using adult models and explores the consequences and possible solutions to this problem. Our findings suggest that although adult networks only marginally describe infant FC organization better than chance, misidentification is primarily driven by specific areas. Restricting functional networks to areas with adult-like network clustering revealed consistent within-network FC across scans and throughout development. These areas are also near locations with low network identity variability. Our results highlight the implications of using adult networks for infants and offer guidance for selecting and utilizing functional network models based on research questions and scenarios. HighlightsO_LIPrevious studies primarily investigated age-specific networks in infants, with limited focus on how well adult networks describe infant functional connectivity (FC). C_LIO_LIur analysis identified a subset of areas in infants showing adult-like network organization, where within-network FC shows less age-related variation and higher scan-to-scan reliability. C_LIO_LIThese areas are positioned near locations with low variability in functional network identity in adults, indicating a potential link between developmental sequence and interindividual variability in functional network organization. C_LI
- organism: human
- assay: bulk RNA-seq
- research focus: clustering
- research focus: differential expression
- research focus: benchmarking
- approach: statistical model
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